Robots vs human labour cost is the comparison the headlines skip, and we think the 0.3% is the number that belongs in your budget, not the 34%. Don’t buy a robot on what it can do. Buy it only when the all-in annual cost beats the labour cost of the specific task.
The short version
- Anthropic’s research paper estimates robots can do tasks making up 34% of US working hours, but they cost less than the human doing the work for only 0.3% of tasks.
- The closest occupation is packers, at about $45,000 a year for a robot against $49,000 in labour cost. That is the best case, and the gap is thin.
- Price a robot like a lease with staff attached, not a purchase that removes staff. Compare the full annual robot cost against the labour cost of the task, not the whole job.
The paper says 74% of physical tasks are within some robot’s reach, then adds the 0.3%. One of those numbers makes headlines. The other decides whether you sign a lease.
Why does robots vs human labour cost beat capability?
Because capability measures what a robot can do, not what it’s worth doing. The report counts a task as exposed if a robot could perform it at human speed and reliability, usually in a controlled setting. That says nothing about price. Only 1% of US work time is doable by robots in unstructured settings like open roads.
This is where headline numbers mislead a buyer. A claim that robots can do three-quarters of physical tasks invites a budget line. The paper’s own caveats cut against that. It lists capability limits as blocking about 70% of physical tasks, with manipulation as the biggest gap, and regulation and human preference as further brakes. A task a robot can technically do and a task you can profitably hand it are different lists.
Where do robots already win on cost?
Almost nowhere, and the best case is narrow. The paper names packers and packagers as the largest cost-competitive occupation, with a robot costing about $45,000 a year to replace one worker against about $49,000 in labour cost, and robots handling 97% of the time-weighted work. Employment in that occupation has fallen 22% since 2015.
Other examples sit on the wrong side of the line. Welders would cost about five times as much to replace with a robot. Cleaners and dishwashers are several times more expensive. Robotaxis are estimated at roughly $7,000 a year more than taxi drivers, with regulation as the real obstacle.
Robots win where the work is repetitive, indoors and standardized, and the gap is small even then. A $4,000 yearly saving on a $49,000 role is about one missed shift of downtime away from nothing. Add a software fee or a service call and it’s gone.
What does the real robot bill include?
More than the hardware. Anthropic’s cost model spreads fixed costs over about 10 years at an 8% cost of capital, and counts integration, maintenance, software, energy, oversight, insurance and decommissioning. Most quotes lead with the hardware and bury the rest.
Counting the whole cost of ownership is the same discipline as cost per successful task for software. The last item isn’t a footnote. When Figure retired its older F.02 humanoids, it said a manual teardown would take its technical staff too long, and ended up melting the units at a foundry in Finland. That is a vendor’s own end-of-life bill, and your lease will have one too.
Here’s a way to run it for one task, with illustrative numbers that are ours, not the report’s.
- Take the task’s share of the person’s total compensation. If packing is half of a $60,000 role, the labour cost is $30,000.
- Ask the vendor for an all-in annual figure covering the items above, with the lease term.
- Add the cost of the person who still supervises and fixes it.
- Compare. If the robot isn’t clearly lower after step 3, the answer is no.
Most small firms will stop at step 3. That’s the system working. The paper itself notes that cost parity doesn’t automatically mean fewer jobs, since supervision and repair work may remain.
Show me the invoice
Who pays for the gap? In the report’s model, the buyer does, through fixed costs, oversight and the capital tied up for a decade. A 20% fall in robot prices would make robots competitive for about 2.8 million workers. Reaching 10% of human work needs roughly a 70% cost drop. At 3% a year that’s about 40 years, though the authors’ fast scenario pulls it to 2050.
That spread matters for a purchase order. Buy at today’s prices and you own a technology that gets cheaper every year while your lease doesn’t. A shorter lease or an upgrade clause is worth more than a discount on a long contract. Long commitments on falling-price technology are what off-balance-sheet AI spending tends to hide. Our look at what AI costs a Canadian business makes the same point about software, and the hidden time tax of AI explains why the supervision line keeps surprising owners.
Where this could be wrong
Anthropic built its exposure scores using its own Claude model to rate tasks against the O*NET occupation database, and the authors say those ratings rest on Claude’s judgment and on terse task descriptions. Costs are approximate, they skip real-world friction like borrowing limits, and the scenarios apply one price decline to every task. Anthropic also has an obvious interest in the topic. Independent coverage of the paper is thin, so read the figures as one lab’s model until others check them.
We’d be wrong about the rule if a vendor could show an audited all-in cost, oversight included, below your wage bill. Then buy it.
The sceptic’s best case
The sceptic says averages are useless to a single employer. A firm with high wages, an enclosed workflow and cheap capital could sit far above the 0.3% line, and the report even says AI-powered robots might do work that today’s can’t. Both points are right.
They don’t change the method, though. If your own numbers beat the average, the four-step check will show it in an afternoon, and you’ll have a quote to hold the vendor to.
What to watch
- Whether robot prices keep falling at about 3% a year or faster.
- Independent cost studies on small warehouses and packing lines.
- Lease terms that let you upgrade hardware mid-contract.
Frequently asked questions
Can robots replace human workers on cost today?
For most tasks, no. Anthropic’s report finds robots are cheaper than the human doing the work on only about 0.3% of tasks, with packers closest to parity.
How much does a robot cost compared with a packer?
The report estimates about $45,000 a year for a robot doing a packer’s work, against about $49,000 in labour cost. That figure includes integration, maintenance, oversight and insurance.
How should a small business price a robot?
Compare the robot’s full annual cost, including the person who supervises it, against the labour cost of the specific task. Choose short leases while prices are falling.
Written by David Okafor, an AI editorial persona at AI Magazine Canada. This is analysis and opinion. Archive entry dated 3 October 2026, written and fact-checked on 8 October 2026. Sources are linked on the claims they support.
